{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Matplotlib created a temporary config/cache directory at /tmp/matplotlib-wzecaqsz because the default path (/run/cache/matplotlib) is not a writable directory; it is highly recommended to set the MPLCONFIGDIR environment variable to a writable directory, in particular to speed up the import of Matplotlib and to better support multiprocessing.\n"
     ]
    }
   ],
   "source": [
    "import os \n",
    "import shutil\n",
    "os.chdir('/lustre/scratch/kiviaho/prostate_spatial/')\n",
    "\n",
    "import scanpy as sc\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import anndata as ad\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as colors\n",
    "from datetime import datetime\n",
    "from scipy.stats import ttest_ind, ttest_1samp, fisher_exact\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set_theme(style='white')\n",
    "from tqdm import tqdm\n",
    "\n",
    "from scipy.stats import spearmanr, pearsonr, kruskal, mannwhitneyu\n",
    "from statsmodels.stats.multitest import fdrcorrection\n",
    "from statsmodels.stats.multitest import multipletests\n",
    "from pathlib import Path\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "from scripts.utils import get_sample_ids_reorder, get_sample_crop_coords, get_sample_id_mask, get_treatment_info, load_from_pickle\n",
    "\n",
    "samples = get_sample_ids_reorder()\n",
    "sample_crop_coord = get_sample_crop_coords()\n",
    "sample_id_masks = get_sample_id_mask()\n",
    "\n",
    "\n",
    "region_colors_dict = {\n",
    " 'Tumor': '#fc8d62',\n",
    " 'Luminal epithelium': '#8da0cb',\n",
    " 'Basal epithelium': '#66c2a5',\n",
    " 'Club epithelium': '#ffd92f',\n",
    " 'Immune': '#a6d854',\n",
    " 'Endothelium': '#e78ac3',\n",
    " 'Fibroblast': '#e5c494',\n",
    " 'Muscle': '#b3b3b3'\n",
    " }\n",
    "\n",
    "regions = list(region_colors_dict.keys())\n",
    "region_colors = list(region_colors_dict.values())\n",
    "simple_names = [s.split(' ')[0] for s in region_colors_dict.keys()]\n",
    "\n",
    "sample_class_dict = dict(zip(sample_id_masks.keys(),[s.split(' ')[0] for s in sample_id_masks.values()]))\n",
    "\n",
    "gene_set_df = pd.read_excel('custom_gene_lists.xlsx',header=None).drop(columns=0).set_index(1).T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Downloading scoring results for analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "scanpy_res = pd.concat(load_from_pickle('./data/spatial_scanpy_score_results.pkl'))\n",
    "scanpy_res.index = scanpy_res.index.get_level_values(1)\n",
    "\n",
    "obs_data = pd.read_csv('./data/pathology_filtered_obs_with_regions.csv',index_col=0)\n",
    "\n",
    "obs_data = pd.concat([obs_data,scanpy_res],axis=1) # Check the order if necessary\n",
    "\n",
    "obs_data['predicted_region'] = pd.Categorical(obs_data['predicted_region'],categories = list(region_colors_dict.keys()))\n",
    "\n",
    "obs_data = obs_data.rename(columns={'NLR associated':'High NLR-associated'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gene set score violin plots (Figure 3a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_theme(style='whitegrid')\n",
    "\n",
    "# Set the region you want to compare against\n",
    "region_of_interest = 'Club epithelium'\n",
    "\n",
    "only_epithelial_regions = True\n",
    "\n",
    "# Set the gene set modules\n",
    "modules_of_interest = ['Club','MP19 Epithelial Senescence','HALLMARK_IL6_JAK_STAT3_SIGNALING','High NLR-associated']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Filter according to epithelial \n",
    "if only_epithelial_regions:\n",
    "    df = obs_data[obs_data['predicted_region'].isin(regions[:4])]\n",
    "\n",
    "else:\n",
    "    df = obs_data.copy()\n",
    "\n",
    "# Annotate all but the roi as 'Other'\n",
    "region_selection_dict = dict(zip(regions,[region if region == region_of_interest else 'Other' for region in regions]))\n",
    "\n",
    "\n",
    "for col in modules_of_interest:\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(3, 3), dpi=120)\n",
    "\n",
    "    df_to_plot = df[['sample_id',col,'predicted_region']]\n",
    "\n",
    "    df_to_plot['regions_to_plot'] = df_to_plot['predicted_region'].map(region_selection_dict).astype('category')\n",
    "\n",
    "    df_to_plot['regions_to_plot'] = df_to_plot['regions_to_plot'].cat.set_categories(['Other',region_of_interest])\n",
    "    df_to_plot['foo'] = 'bar'\n",
    "\n",
    "    sns.set_palette(sns.color_palette(['lightgrey',region_colors_dict[region_of_interest]]))\n",
    "\n",
    "    sns.violinplot(data=df_to_plot,x='foo', hue='regions_to_plot', y=col,ax=ax,inner=None,split=True,legend=False)\n",
    "    ax.get_legend().remove()\n",
    "\n",
    "    # Plot y-axis lines between known interwals\n",
    "    plt.grid(True, which='both', linestyle='--', axis='y', linewidth=1)\n",
    "    plt.yticks(np.arange(-1,2,0.2).astype(float))\n",
    "\n",
    "    ymin = df_to_plot[col].min()-0.1\n",
    "    ymax = df_to_plot[col].max()+0.1\n",
    "\n",
    "    ax.set(ylim=(ymin, ymax))\n",
    "    \n",
    "    # Do the t-tests\n",
    "    sample = df_to_plot[df_to_plot['regions_to_plot']==region_of_interest][col]\n",
    "    control = df_to_plot[~(df_to_plot['regions_to_plot']==region_of_interest)][col]\n",
    "\n",
    "    stat,p_val = ttest_ind(sample,control)\n",
    "\n",
    "    ## Make p-value and magnitude requirements\n",
    "    if p_val<0.05 and ((control.mean() < sample.quantile(0.1)) or (control.mean() > sample.quantile(0.9))):\n",
    "        asterisks = '***'\n",
    "    elif p_val<0.05 and ((control.mean() < sample.quantile(0.2)) or (control.mean() > sample.quantile(0.8))):\n",
    "        asterisks = '**'\n",
    "    elif p_val<0.05 and ((control.mean() < sample.quantile(0.3)) or (control.mean() > sample.quantile(0.7))):\n",
    "        asterisks = '*'\n",
    "    else:\n",
    "        asterisks = ''\n",
    "        \n",
    "    ax.text(0, ymax+0.05, asterisks, fontsize=20,ha='center', va='center')\n",
    "        \n",
    "    ax.set_xticklabels([])\n",
    "    ax.set_ylabel(col.replace('HALLMARK_','')) # Drop redundant string\n",
    "\n",
    "    ax.set_xlabel('')\n",
    "    plt.tight_layout()\n",
    "    \n",
    "    plt.savefig('./plots/score_violins/club_vs_other_epithelial/scanpy_'+col.replace('/','_')+'_score.pdf')\n",
    "    plt.show()\n",
    "\n",
    "# Save the plot source data\n",
    "plot_data = df[modules_of_interest+['sample_id','predicted_region']]\n",
    "plot_data['sample'] = plot_data['sample_id'].map(sample_id_masks)\n",
    "plot_data = plot_data.drop(columns=['sample_id']).reset_index(drop=True) # Drop sample IDs\n",
    "plot_data['regions_to_plot'] = plot_data['predicted_region'].map(region_selection_dict).astype('category')\n",
    "plot_data.to_excel('./source_data/figure_3a.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Score correlation plots for epithelial subtypes (Figure 3b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This uses the same exact data as Figure 3a\n",
    "sns.set_theme(style='white')\n",
    "\n",
    "score1 = 'Club'\n",
    "score2 = 'High NLR-associated'\n",
    "\n",
    "for reg in regions[:4]:\n",
    "\n",
    "    # Subset the correct region\n",
    "    scores_df = obs_data[(obs_data['predicted_region'] == reg)]\n",
    "\n",
    "    ## PLOT ##\n",
    "    fig, ax = plt.subplots(figsize=(5,5),dpi=120)\n",
    "    # create scatterplot with color-coded points\n",
    "    sns.scatterplot(x=score1, y=score2, data=scores_df, color = region_colors_dict[reg], linewidth=0.1, s=2, ax=ax) # \n",
    "\n",
    "    # add regression line to plot\n",
    "    sns.regplot(x=score1, y=score2, data=scores_df, scatter=False, ax=ax,color='gray')\n",
    "\n",
    "    ax.set_ylim(-0.5,1.0)\n",
    "    ax.set_xlim(0,1.2)\n",
    "\n",
    "    corr_coef, p_value = pearsonr(scores_df[score1], scores_df[score2])\n",
    "    ax.text(x=0.05, y=1.1, s=f\"Corr. Coef.: {corr_coef:.2f}, p-value: {p_value:.2e}\")\n",
    "    plt.tight_layout()\n",
    "    plt.savefig('plots/score_correlations/'+score1+'_'+score2+'_in_'+'_'.join(sample_classes)+'_'+reg+'.png',dpi=1200)\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Venn diagram of gene set overlaps (Figure 3c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_theme(style='white')\n",
    "from venn import venn\n",
    "\n",
    "gene_set_df.rename(columns={'NLR associated':'High NLR-associated'},inplace=True)\n",
    "\n",
    "set1_name = 'Club' \n",
    "set2_name = 'MP19 Epithelial Senescence'\n",
    "set3_name = 'HALLMARK_IL6_JAK_STAT3_SIGNALING'\n",
    "set4_name = 'High NLR-associated'\n",
    "venn_data = {\n",
    "            set1_name: set(gene_set_df[set1_name].dropna()),\n",
    "            set2_name: set(gene_set_df[set2_name].dropna()),\n",
    "            set3_name: set(gene_set_df[set3_name].dropna()),\n",
    "            set4_name: set(gene_set_df[set4_name].dropna())\n",
    "            }\n",
    "fig,ax = plt.subplots(figsize=(8,8))\n",
    "venn(venn_data,ax=ax)\n",
    "plt.savefig('./plots/score_correlations/venn_'+set1_name+'_'+set2_name+'_'+set3_name+'_'+set4_name+'.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GO:BP gene set enrichment dotplots (Figure 4a)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Club region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Enrichment done on padj < 0.05 Club region-specific markers on https://biit.cs.ut.ee/gprofiler/gost\n",
    "club_enrichments = pd.read_csv('./data/club_gProfiler_hsapiens_01-03-2024_14-02-08__intersections.csv') \n",
    "club_deg_res = pd.read_excel('./supplementary_tables/supp_table_with_region_marker_fishers.xlsx',sheet_name='Club epithelium',index_col=0)\n",
    "club_deg_res = club_deg_res[club_deg_res['adjusted p-value (Fishers exact test)']<0.05]\n",
    "\n",
    "# Add a variable on the average position of the intersecting genes (lower integer = higher position)\n",
    "means_list = []\n",
    "for idx,row in club_enrichments.iterrows():\n",
    "    genes = [g for g in row['intersections'].split(',') if club_deg_res['gene'].isin([g]).any()]\n",
    "    means_list.append(np.mean(club_deg_res[club_deg_res['gene'].isin(genes)].index))\n",
    "club_enrichments['mean_gene_position'] = pd.Series(means_list).astype(float)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 216x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "terms_to_plot = [\n",
    "    'granulocyte chemotaxis',\n",
    "    'humoral immune response',\n",
    "    'neutrophil chemotaxis',\n",
    "    'leukocyte chemotaxis',\n",
    "    'response to chemokine',\n",
    "    'myeloid leukocyte migration',\n",
    "    'cellular response to tumor necrosis factor',\n",
    "    'response to type II interferon'\n",
    "\n",
    "]\n",
    "plot_df = club_enrichments[['term_name','negative_log10_of_adjusted_p_value','intersection_size','term_size','mean_gene_position']]\n",
    "plot_df = plot_df[plot_df['term_name'].isin(terms_to_plot)]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(3,5))\n",
    "sns.set_theme(style='whitegrid')\n",
    "sns.scatterplot(\n",
    "    x='negative_log10_of_adjusted_p_value',\n",
    "    y='term_name',\n",
    "    size='term_size',\n",
    "    data=plot_df,\n",
    "    sizes=(60,600),\n",
    "    hue='mean_gene_position',\n",
    "    palette='Reds_r',\n",
    "    ax=ax)\n",
    "ax.set_xlim(-np.log10(0.05),10)\n",
    "\n",
    "plot_df_club = plot_df.copy()\n",
    "plot_df_club['region'] = 'Club epithelium'\n",
    "\n",
    "plt.legend().remove()\n",
    "plt.savefig('./plots/club_region_gobp_enrichments.pdf')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Immune region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Enrichment done on padj < 0.05 Immune region-specific markers on https://biit.cs.ut.ee/gprofiler/gost\n",
    "immune_enrichments = pd.read_csv('./data/immune_gProfiler_hsapiens_01-03-2024_14-01-28__intersections.csv')\n",
    "immune_deg_res = pd.read_excel('./supplementary_tables/supp_table_with_region_marker_fishers.xlsx',sheet_name='Immune',index_col=0)\n",
    "immune_deg_res = immune_deg_res[immune_deg_res['adjusted p-value (Fishers exact test)']<0.05]\n",
    "\n",
    "# Add a variable on the average position of the intersecting genes (lower integer = higher position)\n",
    "means_list = []\n",
    "for idx,row in immune_enrichments.iterrows():\n",
    "    genes = [g for g in row['intersections'].split(',') if immune_deg_res['gene'].isin([g]).any()]\n",
    "    means_list.append(np.mean(immune_deg_res[immune_deg_res['gene'].isin(genes)].index))\n",
    "immune_enrichments['mean_gene_position'] = means_list\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 216x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "terms_to_plot = [\n",
    "    'B cell activation',\n",
    "    'alpha-beta T cell activation',\n",
    "    'myeloid leukocyte activation',\n",
    "    'activation of innate immune response',\n",
    "    'natural killer cell activation',\n",
    "    'neutrophil activation',\n",
    "    'mast cell activation',\n",
    "    'gamma-delta T cell activation'\n",
    "]\n",
    "\n",
    "plot_df = immune_enrichments[['term_name','negative_log10_of_adjusted_p_value','intersection_size','term_size','mean_gene_position']]\n",
    "plot_df = plot_df[plot_df['term_name'].isin(terms_to_plot)] # Chemokines, chemotaxis...\n",
    "fig, ax = plt.subplots(figsize=(3,5))\n",
    "sns.set_theme(style='whitegrid')\n",
    "sns.scatterplot(\n",
    "    x='negative_log10_of_adjusted_p_value',\n",
    "    y='term_name',\n",
    "    size='term_size',\n",
    "    data=plot_df,\n",
    "    sizes=(60,600),\n",
    "    hue='mean_gene_position',\n",
    "    palette='Reds_r',\n",
    "    ax=ax)\n",
    "ax.set_xlim(-np.log10(0.05),50)\n",
    "\n",
    "plot_df_immune = plot_df.copy()\n",
    "plot_df_immune['region'] = 'Immune'\n",
    "\n",
    "plt.legend().remove()\n",
    "plt.savefig('./plots/immune_region_gobp_enrichments.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save the plot source data\n",
    "plot_data = pd.concat([plot_df_club,plot_df_immune]).reset_index(drop=True)\n",
    "plot_data.to_excel('./source_data/figure_4a.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pseudobulk score correlation (Figure 4b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_theme(style='white')\n",
    "\n",
    "\n",
    "# Get the proportion of each region in each sample into a dataframe\n",
    "def calculate_spot_proportions(obs_df = obs_data,sample_list = samples, region_list = regions):\n",
    "    proportion_df = pd.DataFrame(index=samples,columns=region_list)\n",
    "    for s in sample_list:\n",
    "\n",
    "        slide = obs_df[obs_df['sample_id'] == s]\n",
    "        val_counts = slide['predicted_region'].value_counts()\n",
    "\n",
    "        # Add any missing regions\n",
    "        for reg in region_list:\n",
    "            if reg not in val_counts.index:\n",
    "                val_counts.loc[reg] = 0 \n",
    "        \n",
    "        # Sort the values to a correct region order\n",
    "        proportion_df.loc[s] = val_counts[region_list].values\n",
    "    proportion_df = proportion_df.div(proportion_df.sum(axis=1),axis=0).astype(float)\n",
    "\n",
    "    return(proportion_df)\n",
    "\n",
    "proportion_df = calculate_spot_proportions()\n",
    "proportion_df['sample_class'] = proportion_df.index.map(sample_class_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Samples processed:: 100%|██████████| 48/48 [00:17<00:00,  2.67it/s]\n"
     ]
    }
   ],
   "source": [
    "roi = 'Club epithelium'\n",
    "pseudobulk_df = pd.DataFrame()\n",
    "\n",
    "for s in tqdm(samples,desc='Samples processed:'):\n",
    "\n",
    "    # Ignore spots that belong to the region which' proportion you want to correlate (remove confounding effect)\n",
    "    slide = sc.read_h5ad('./data/visium_with_regions/'+s+'_with_regions.h5ad')\n",
    "\n",
    "    # Take out spots annotated as the region of interest\n",
    "    slide = slide[slide.obs['predicted_region'] != roi]\n",
    "\n",
    "    # Concatenate the raw count layer into a pseudobulk sample\n",
    "    s_pseudobulk_df = pd.DataFrame(slide.layers['counts'].sum(axis=0).T,index=slide.var.index,columns=[s])\n",
    "    \n",
    "    # Merge to create a dataframe with samples as columns, genes as index\n",
    "    pseudobulk_df = pd.merge(pseudobulk_df,s_pseudobulk_df,left_index=True,right_index=True,how='outer')\n",
    "\n",
    "    del slide\n",
    "\n",
    "# Fill empty\n",
    "pseudobulk_df = pseudobulk_df.fillna(0)\n",
    "\n",
    "# Make into an anndata object for scanpy compatibility\n",
    "pseudobulk_adata = ad.AnnData(pseudobulk_df.values.T,var=pd.DataFrame(index=pseudobulk_df.index),obs=pd.DataFrame(index=pseudobulk_df.columns))\n",
    "\n",
    "# Save the raw counts\n",
    "pseudobulk_adata.layers['counts'] = pseudobulk_adata.X.copy()\n",
    "\n",
    "# Preprocess and normalize using standard methods (NOTE: single-cell/spatial pipeline uses scran-normalization)\n",
    "sc.pp.filter_genes(pseudobulk_adata,min_cells=10)\n",
    "sc.pp.normalize_total(pseudobulk_adata,target_sum=1e4)\n",
    "sc.pp.log1p(pseudobulk_adata)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: genes are not in var_names and ignored: ['C1QTNG9B-AS1', 'CAMD1', 'KIAA0101', 'LINC00869', 'UBEC2C']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: genes are not in var_names and ignored: ['CEACAM5', 'LINC01207']\n",
      "WARNING: genes are not in var_names and ignored: ['FLJ20021']\n",
      "WARNING: genes are not in var_names and ignored: ['C1ORF116', 'NKX3–1']\n",
      "WARNING: genes are not in var_names and ignored: ['SRRM4', 'NPPA']\n",
      "WARNING: genes are not in var_names and ignored: ['EX01', 'CDCA1', 'ORC6L', 'KNTC2', 'MK167']\n",
      "WARNING: genes are not in var_names and ignored: ['PPAP2A']\n",
      "WARNING: genes are not in var_names and ignored: ['TSBP1', 'GLYATL1P4']\n",
      "WARNING: genes are not in var_names and ignored: ['KIAA1244', 'PPAPDC1B', 'PPAP2A']\n",
      "WARNING: genes are not in var_names and ignored: ['FGF19', 'C11orf31', 'PRSS56', 'GBX2', 'ABHD12B', 'TRH', 'OTOP1', 'TRIM49B', 'MOBP', 'FGF8', 'TAC3', 'CHRND']\n",
      "WARNING: genes are not in var_names and ignored: ['ACTL8']\n",
      "WARNING: genes are not in var_names and ignored: ['PVRL1']\n",
      "WARNING: genes are not in var_names and ignored: ['CYP2F1']\n",
      "WARNING: genes are not in var_names and ignored: ['SCGB3A2', 'CYP2F1', 'CYP2A6']\n",
      "WARNING: genes are not in var_names and ignored: ['TFF2', 'FABP1', 'C6orf15', 'CLDN18', 'PRSS2', 'ANXA10', 'MUCL3', 'CEACAM5']\n",
      "WARNING: genes are not in var_names and ignored: ['SCGB3A2']\n",
      "WARNING: genes are not in var_names and ignored: ['CLDN18', 'SFTPC', 'SFTA3', 'SFTPA1']\n",
      "WARNING: genes are not in var_names and ignored: ['CASP5', 'IL1A']\n",
      "WARNING: genes are not in var_names and ignored: ['RP11-354E11.2']\n",
      "WARNING: genes are not in var_names and ignored: ['IL17A', 'IL17F']\n",
      "WARNING: genes are not in var_names and ignored: ['FCGR1BP', 'FCGR1CP', 'IL1A']\n",
      "WARNING: genes are not in var_names and ignored: ['ARG1', 'FCGR2C', 'Il1R2', 'CCL24', 'WNT7b']\n",
      "WARNING: genes are not in var_names and ignored: ['CSF2', 'ARG1', 'IL8']\n",
      "WARNING: genes are not in var_names and ignored: ['CEBPE', 'MS4A3', 'PGLYRP1', 'MMP8']\n",
      "WARNING: genes are not in var_names and ignored: ['PROK2', 'CLEC4D', 'FCGR2C', 'HPR', 'RETNLB', 'GDA', 'TARM1']\n",
      "WARNING: genes are not in var_names and ignored: ['IL22', 'IL21', 'IL23R', 'IL4', 'IL17F', 'CCL24', 'IL1A', 'CXCR1', 'TNFSF11', 'IFNB1', 'IFNA6', 'IFNA8', 'IFNA21', 'IFNA5', 'IFNA16', 'IFNA10', 'IFNA2', 'IFNA1', 'IFNA7', 'IFNA14', 'IFNA13', 'IFNA17', 'IFNA4', 'IL12B', 'CCL3L3', 'IL9', 'IL5', 'IL24', 'IL19', 'IL27']\n",
      "WARNING: genes are not in var_names and ignored: ['IL1A', 'CSF2', 'VEGF']\n",
      "WARNING: genes are not in var_names and ignored: ['KIAA0101']\n",
      "WARNING: genes are not in var_names and ignored: ['KIAA0101', 'ATP5G3', 'ATP5G1']\n",
      "WARNING: genes are not in var_names and ignored: ['NRD1', 'HIST1H1B']\n",
      "WARNING: genes are not in var_names and ignored: ['CA9', 'C4ORF3']\n",
      "WARNING: genes are not in var_names and ignored: ['C6ORF48']\n",
      "WARNING: genes are not in var_names and ignored: ['HSP90B2P', 'AC068631.2', 'AC012181.2']\n",
      "WARNING: genes are not in var_names and ignored: ['C19ORF48', 'C11ORF1', 'C6ORF48']\n",
      "WARNING: genes are not in var_names and ignored: ['PRKCDBP', 'C15ORF48']\n",
      "WARNING: genes are not in var_names and ignored: ['C19ORF33']\n",
      "WARNING: genes are not in var_names and ignored: ['C12ORF75', 'SEPP1', 'C6ORF48', 'SLC47A2']\n",
      "WARNING: genes are not in var_names and ignored: ['LINC00152']\n",
      "WARNING: genes are not in var_names and ignored: ['SEPP1', 'C10ORF10']\n",
      "WARNING: genes are not in var_names and ignored: ['C15ORF48', 'SPRR1B', 'KRT6B', 'S100A7', 'SPRR3', 'SPRR2D', 'SPRR2A', 'CEACAM5']\n",
      "WARNING: genes are not in var_names and ignored: ['ATP5G1']\n",
      "WARNING: genes are not in var_names and ignored: ['ATP5I', 'ATP5G1', 'USMG5', 'ATP5E', 'ATP5J2', 'MYEOV2', 'SHFM1', 'MIR4461']\n",
      "WARNING: genes are not in var_names and ignored: ['LUCAT1']\n",
      "WARNING: genes are not in var_names and ignored: ['C9ORF116', 'C9ORF24', 'C11ORF88', 'C5ORF49', 'C1ORF194', 'C20ORF85', 'FABP6', 'C12ORF75', 'RP11-295M3.4']\n",
      "WARNING: genes are not in var_names and ignored: ['HEPN1', 'C1ORF61', 'FABP7', 'GRAMD3']\n",
      "WARNING: genes are not in var_names and ignored: ['DCX', 'HMP19', 'SOX11', 'HN1']\n",
      "WARNING: genes are not in var_names and ignored: ['GPR17', 'TNR', 'OMG', 'LPPR1', 'OLIG2', 'LHFPL3', 'RGR']\n",
      "WARNING: genes are not in var_names and ignored: ['SEPP1', ' SEPT4', 'MOBP', ' SEPT8']\n",
      "WARNING: genes are not in var_names and ignored: ['DCX', 'OLIG2', 'RFX4', 'SOX11']\n",
      "WARNING: genes are not in var_names and ignored: ['TM4SF4', 'ANXA10', 'TFF2', 'CEACAM5', 'CLDN18', 'DPCR1', 'CEACAM7']\n",
      "WARNING: genes are not in var_names and ignored: ['SFTPA1', 'SFTPC', 'C4BPA', 'SFTPB', 'SCGB3A2', 'C16ORF89', 'SFTA3', 'SFTA1P']\n",
      "WARNING: genes are not in var_names and ignored: ['MLANA', 'LINC00518', 'TRPM1']\n",
      "WARNING: genes are not in var_names and ignored: ['CA1', 'HBD', 'AHSP', 'RHAG', 'KLF1', 'HBG2', 'GYPB', 'HBG1']\n",
      "WARNING: genes are not in var_names and ignored: ['C6ORF25', 'PF4', 'RP11-354E11.2', 'SDPR', 'C2ORF88', 'GP9', 'HBD', 'FYB', 'GUCY1B3']\n",
      "WARNING: genes are not in var_names and ignored: ['AVP', 'C1ORF228', 'C19ORF77', 'MS4A3', 'PRSS57', 'PTPRCAP', 'KIAA0125']\n",
      "WARNING: genes are not in var_names and ignored: ['IGLJ2', 'IGLV3-7', 'IGKV1-12', 'IGLJ1', 'AC134669.2', 'IGLC5', 'IGLJ3', 'MIR4539']\n",
      "WARNING: genes are not in var_names and ignored: ['RP11-354E11.2', 'HBD', 'KLF1', 'LINC00152']\n",
      "WARNING: genes are not in var_names and ignored: ['NAT8', 'ACSM2B', 'C11ORF54', 'GLYAT', 'ACSM2A', 'SLC17A3', 'SLC5A12', 'CDHR5', 'TMEM27', 'AGXT2', 'HRSP12', 'PRAP1']\n",
      "WARNING: genes are not in var_names and ignored: ['C5ORF46', 'C10ORF10']\n",
      "WARNING: genes are not in var_names and ignored: ['C15ORF48', 'KLK7', 'TFF2', 'CEACAM5']\n",
      "WARNING: genes are not in var_names and ignored: ['MIR6515', 'MIR3648-1', 'HSP90B2P', 'HSP90B3P', 'SNORD18B', 'AC010343.1', 'SNORD55', 'SNORD68']\n",
      "WARNING: genes are not in var_names and ignored: ['APITD1', 'ARHGAP11B', 'CASC5', 'FAM64A', 'HN1', 'KIAA0101', 'KIAA1524', 'MLF1IP', 'SGOL1', 'SGOL2', 'STRA13']\n",
      "WARNING: genes are not in var_names and ignored: ['AC016629.8', 'C10orf10', 'C16orf98', 'C1orf63', 'C5orf45', 'C8orf4', 'FAM46A', 'HNRNPU-AS1', 'IL8', 'KIAA1683', 'LINC00936', 'MIR24-2', 'MIR3064', 'RP1-313I6.12', 'RP11-182L21.6', 'RP5-821D11.7', 'RP6-99M1.2']\n",
      "WARNING: genes are not in var_names and ignored: ['SQRDL', 'TAP2.1']\n",
      "WARNING: genes are not in var_names and ignored: ['CA9', 'CASP14', 'ERO1L']\n",
      "WARNING: genes are not in var_names and ignored: ['ATP5H', 'C14orf2', 'MYEOV2', 'SEPW1', 'USMG5']\n",
      "WARNING: genes are not in var_names and ignored: ['GPX1', 'LINC00152', 'PRKCDBP', 'PTRF', 'SPINK6']\n",
      "WARNING: genes are not in var_names and ignored: ['SCEL']\n",
      "WARNING: genes are not in var_names and ignored: ['AKR1B10', 'CALML5', 'DSC1', 'DSG1', 'IGFL1', 'IVL', 'KRT6B', 'KRT6C', 'PLA2G4E', 'PVRL4', 'S100A7', 'SBSN', 'SERPINB13', 'SPRR1B', 'SPRR2A', 'SPRR2D']\n",
      "WARNING: genes are not in var_names and ignored: ['CEACAM5', 'CLDN18', 'REG1A', 'TFF2', 'TM4SF4']\n",
      "WARNING: genes are not in var_names and ignored: ['C20orf85']\n",
      "WARNING: genes are not in var_names and ignored: ['GABRB1', 'GATSL3', 'GRAMD3', 'PRLHR']\n",
      "WARNING: genes are not in var_names and ignored: ['OLIG2']\n",
      "WARNING: genes are not in var_names and ignored: ['DCX', 'SOX11']\n",
      "WARNING: genes are not in var_names and ignored: ['ADIG', 'ADIPOQ', 'CIDEA', 'LEP', 'MRAP', 'MTARC2']\n",
      "WARNING: genes are not in var_names and ignored: ['AARS1', 'DARS1', 'F2', 'IL12B', 'IL4', 'IL9', 'MBL2', 'PF4', 'PRKCG', 'RARS1', 'RPL3L', 'WARS1']\n",
      "WARNING: genes are not in var_names and ignored: ['H1-0', 'TARP']\n",
      "WARNING: genes are not in var_names and ignored: ['APOH', 'PF4', 'PGLYRP1', 'PRG2']\n",
      "WARNING: genes are not in var_names and ignored: ['ADRA1B', 'CDSN', 'CLDN18', 'CLDN19', 'CLDN6', 'DMP1', 'DSC1', 'KRT31', 'NHERF4', 'PALS1']\n",
      "WARNING: genes are not in var_names and ignored: ['SLC22A12']\n",
      "WARNING: genes are not in var_names and ignored: ['DIABLO', 'F2', 'GPX1', 'H1-0', 'IFNB1', 'IL1A']\n",
      "WARNING: genes are not in var_names and ignored: ['ABCG8', 'AGXT', 'AKR1D1', 'CYP7A1', 'CYP8B1', 'GC', 'HAO1', 'HSD3B1', 'KLF1', 'NR0B2', 'NR1I2', 'SERPINA6']\n",
      "WARNING: genes are not in var_names and ignored: ['ADH4']\n",
      "WARNING: genes are not in var_names and ignored: ['APOC3', 'C8A', 'C8B', 'C9', 'CPB2', 'CPN1', 'F11', 'F13B', 'F2', 'F9', 'FGA', 'FGG', 'GDA', 'GP9', 'HNF4A', 'HRG', 'ITIH1', 'KLK8', 'MASP2', 'MBL2', 'MEP1A', 'MMP8', 'PF4', 'PLG', 'PROZ', 'SERPINC1']\n",
      "WARNING: genes are not in var_names and ignored: ['APOA4', 'C4BPB', 'C9', 'CASP5', 'F2', 'GP9', 'HNF4A', 'ITIH1', 'MMP8', 'PLG', 'SERPINC1']\n",
      "WARNING: genes are not in var_names and ignored: ['POLR1H']\n",
      "WARNING: genes are not in var_names and ignored: ['H2AX', 'H2AZ1']\n",
      "WARNING: genes are not in var_names and ignored: ['PRSS2']\n",
      "WARNING: genes are not in var_names and ignored: ['CALCR', 'EEIG1', 'NHERF1', 'SOX3']\n",
      "WARNING: genes are not in var_names and ignored: ['CALCR', 'EEIG1', 'GFUS', 'NHERF1', 'PLAC1', 'SOX3', 'ST6GALNAC2']\n",
      "WARNING: genes are not in var_names and ignored: ['ADH7', 'CA6', 'CIDEA', 'CYP4A11', 'CYP4A22', 'FABP1', 'FABP2', 'GAD2', 'GAPDHS', 'H2AZ1', 'HAO2', 'MIX23']\n",
      "WARNING: genes are not in var_names and ignored: ['H2AX', 'H2AZ1', 'H2AZ2', 'H2BC12', 'PTTG3P']\n",
      "WARNING: genes are not in var_names and ignored: ['ALDOB', 'CHST4', 'FBP2', 'GAPDHS', 'GFUS', 'GYS2', 'LCT', 'LHX9', 'RARS1', 'TKTL1']\n",
      "WARNING: genes are not in var_names and ignored: ['PLG']\n",
      "WARNING: genes are not in var_names and ignored: ['AHSP', 'ALAS2', 'CA1', 'CROCCP2', 'EPB42', 'GYPA', 'GYPB', 'H1-0', 'H4C3', 'HBBP1', 'HBD', 'KLF1', 'MARCHF2', 'MARCHF8', 'RHAG', 'SLC4A1', 'SPTA1', 'TRIM10', 'TSPO2', 'TYR']\n",
      "WARNING: genes are not in var_names and ignored: ['ALDOB', 'B4GALNT2', 'BRS3', 'GAPDHS', 'IGFBP1', 'LALBA', 'NCAN', 'PCK1', 'PKLR', 'TKTL1']\n",
      "WARNING: genes are not in var_names and ignored: ['CSF2', 'DRC1', 'GPR83', 'HYCC2', 'SERPINC1', 'TNFSF11']\n",
      "WARNING: genes are not in var_names and ignored: ['CSF2', 'DNTT', 'PF4', 'REG1A']\n",
      "WARNING: genes are not in var_names and ignored: ['CCL24', 'IL12B', 'IL1A', 'MEP1A', 'NPFFR2', 'PROK2', 'ROS1', 'SLC28A2', 'TACR3']\n",
      "WARNING: genes are not in var_names and ignored: ['WARS1']\n",
      "WARNING: genes are not in var_names and ignored: ['MARCHF1', 'RIGI', 'WARS1']\n",
      "WARNING: genes are not in var_names and ignored: ['ABCB11', 'AKR1B10', 'AMBN', 'ATP4A', 'BRDT', 'CALML5', 'CCR8', 'CDH16', 'CHRNG', 'CLPS', 'CPA2', 'CYP11B2', 'FGF16', 'FSHB', 'GRID2', 'HTR1B', 'IL12B', 'IL5', 'INSL5', 'IRS4', 'KLK7', 'KLK8', 'MACROH2A2', 'NGB', 'NPHS1', 'NPY4R', 'P2RY4', 'PAX3', 'PAX4', 'PRODH', 'PROP1', 'SCN10A', 'SERPINA10', 'SNCB', 'SPRR3', 'SSTR4', 'TEX15', 'TFAP2B', 'TFF2', 'TLX1', 'TSHB', 'UGT2B17', 'VPREB1']\n",
      "WARNING: genes are not in var_names and ignored: ['ANXA10', 'ARG1', 'CFHR2', 'CIDEA', 'CSF2', 'GABRA3', 'H2BC3', 'HKDC1', 'IGF2', 'NR0B2', 'PPBP', 'USH1C']\n",
      "WARNING: genes are not in var_names and ignored: ['EPRS1', 'NHERF1', 'WARS1']\n",
      "WARNING: genes are not in var_names and ignored: ['EPRS1', 'H2AZ1', 'IARS1', 'KARS1', 'PHB1']\n",
      "WARNING: genes are not in var_names and ignored: ['PHB1']\n",
      "WARNING: genes are not in var_names and ignored: ['CHRNG', 'CSRP3', 'DENND2B', 'MYBPH', 'MYF6', 'MYH4', 'MYH8', 'MYL1', 'MYL11', 'MYOG']\n",
      "WARNING: genes are not in var_names and ignored: ['H1-2', 'H2AC25', 'H2AJ', 'IL1A', 'IRAG2', 'KLK8']\n",
      "WARNING: genes are not in var_names and ignored: ['DCX', 'G6PC2', 'GCG', 'IAPP', 'INS', 'NEUROD1', 'NEUROG3', 'NKX2-2', 'PAX4', 'PAX6', 'PDX1', 'PKLR', 'SLC2A2', 'SST']\n",
      "WARNING: genes are not in var_names and ignored: ['FABP6', 'HAO2', 'NR1I2', 'SERPINA6', 'UGT2B17']\n",
      "WARNING: genes are not in var_names and ignored: ['FGF6', 'GNGT1', 'IL4']\n",
      "WARNING: genes are not in var_names and ignored: ['ACTL7B', 'ADAD1', 'AKAP4', 'CHRM4', 'CST8', 'DDX4', 'DMRT1', 'DNAJB8', 'GAPDHS', 'GPR182', 'GSG1', 'H1-6', 'HOXB1', 'HTR5A', 'MEP1B', 'MTNR1A', 'NAA11', 'NPY5R', 'ODF1', 'PAPOLB', 'PDHA2', 'PGK2', 'PRM2', 'SYCP1', 'TCP11', 'TKTL1', 'TNP1', 'TNP2', 'TSSK2', 'TUBA3C', 'TULP2', 'ZNRF4', 'ZPBP']\n",
      "WARNING: genes are not in var_names and ignored: ['CSF2', 'IL12B', 'IL1A', 'RIGI']\n",
      "WARNING: genes are not in var_names and ignored: ['H2AX', 'IARS1', 'IGFBP1', 'SKIC3', 'TARS1']\n",
      "WARNING: genes are not in var_names and ignored: ['C4BPB', 'H2AX', 'LHX2', 'NKX2-5', 'ONECUT1', 'TACR3', 'TARS1']\n",
      "WARNING: genes are not in var_names and ignored: ['DKK4', 'WNT1']\n",
      "WARNING: genes are not in var_names and ignored: ['ADH7', 'ARG1', 'CCL25', 'CRP', 'CYP17A1', 'CYP1A2', 'CYP2C18', 'F11', 'FABP1', 'FETUB', 'G6PC1', 'GSTT2', 'HNF4A', 'HRG', 'IGFBP1', 'ITIH1', 'KARS1', 'MARCHF6', 'MBL2', 'PLG', 'REG1A', 'SERPINA6', 'TAT', 'TTPA', 'TYR']\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# Score genes and add the identifier to obs\n",
    "for mod in gene_set_df.columns:\n",
    "    # NOTE: forgot to include random_state parameter here\n",
    "    sc.tl.score_genes(pseudobulk_adata,gene_set_df[mod].dropna(),score_name=mod) \n",
    "\n",
    "# Concatenate with the sample-specific region proportion dataframe\n",
    "proportion_df_pseudobulk_method = pd.concat([proportion_df,pseudobulk_adata.obs],axis=1)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the pseudobulk method correlation plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_theme(style='white')\n",
    "\n",
    "# Optional subsetting of treatment classes\n",
    "classes_to_keep = ['BPH','TRNA','NEADT','CRPC'] \n",
    "\n",
    "treat_colors_dict = {\n",
    "    'BPH':'#1f77b4',\n",
    "    'TRNA':'#ff7f0e',\n",
    "    'NEADT':'#2ca02c', \n",
    "    'CRPC':'#d62728',\n",
    "}\n",
    " \n",
    "sns.set_palette(sns.color_palette([treat_colors_dict[k] for k in classes_to_keep]))\n",
    "df = proportion_df_pseudobulk_method[proportion_df_pseudobulk_method['sample_class'].isin(classes_to_keep)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate correlation p-values\n",
    "pvals = []\n",
    "for mod in gene_set_df.columns:\n",
    "\n",
    "    corr_coef, p_value = spearmanr(df[roi], df[mod])\n",
    "    pvals.append(p_value)\n",
    "\n",
    "# Correct p-values and save them into a dict\n",
    "corrected_pvals = fdrcorrection(pvals,alpha=0.05,method='indep')\n",
    "corrected_pvals_dict = dict(zip(gene_set_df.columns.tolist(),corrected_pvals[1]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Plot just the PMN-MDSC gene signature for the manuscript\n",
    "for mod in ['CD300LD downstream']:\n",
    "\n",
    "    plot_df = df[[roi,mod,'sample_class']]\n",
    "\n",
    "    ## PLOT ##\n",
    "    fig, ax = plt.subplots(figsize=(5,5),dpi=120)\n",
    "    # create scatterplot with color-coded points\n",
    "    sns.scatterplot(x=roi, y=mod, data=plot_df, hue='sample_class', linewidth=0.1, s=30, ax=ax,legend=False) # \n",
    "\n",
    "    # add regression line to plot\n",
    "    sns.regplot(x=roi, y=mod, data=plot_df, scatter=False, ax=ax,color='gray')\n",
    "\n",
    "    corr_coef, _ = spearmanr(plot_df[roi], plot_df[mod])\n",
    "    corrected_pval = corrected_pvals_dict[mod]\n",
    "\n",
    "    ax.set_title(f\"Corr. Coef.: {corr_coef:.2f}, p-value: {corrected_pval:.2e}\")\n",
    "    ax.set_xlabel('Club region proportion') ### CHECK THAT IS CORRECT\n",
    "    plt.tight_layout()\n",
    "\n",
    "    plt.savefig('plots/score_correlations/'+roi.replace(' ','_')+'/region_proportion_vs_'+mod+'_'+'_'.join(classes_to_keep)+'.pdf')\n",
    "    plt.show()\n",
    "\n",
    "plot_df.index = plot_df.index.map(sample_id_masks)\n",
    "\n",
    "# Save the plot source data\n",
    "plot_df.to_excel('./source_data/figure_4b.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gene set score in relation to region proximity (Figure 4c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add the proximity spots information from csvs\n",
    "for reg in [r for r in regions if 'Club' not in r]:\n",
    "    # Load the proximity information mapping calculated in a python script\n",
    "    df = pd.read_csv('./data/proximity_spot_ids/Club epithelium_to_'+reg+'_spot_annotation.csv',index_col=0)\n",
    "\n",
    "    # Make into a dictionary and map\n",
    "    proximity_mapping = df['Club epithelium_'+reg+'_proximity'].to_dict()\n",
    "    obs_data['Club_'+reg+'_proximity'] = obs_data.index.map(proximity_mapping)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Which samples, which regions & which score\n",
    "sample_class = 'TRNA'\n",
    "reg = 'Tumor'\n",
    "score = 'CD300LD downstream'\n",
    "\n",
    "plot_df = obs_data[obs_data['predicted_region'].isin(['Club epithelium',reg]) & (obs_data['sample_class'] == sample_class)]\n",
    "\n",
    "# Mask the sample ids\n",
    "plot_df['sample_id'] = plot_df['sample_id'].map(sample_id_masks)\n",
    "\n",
    "plot_df['regions_to_plot'] = obs_data['predicted_region'].astype('str')\n",
    "\n",
    "# Annotate the spots according to their proximity status\n",
    "plot_df['regions_to_plot'] = plot_df['regions_to_plot'].replace({reg:f'distant {reg}'})\n",
    "plot_df.loc[plot_df[f'Club_{reg}_proximity']=='Club epithelium','regions_to_plot'] = 'Club'\n",
    "plot_df.loc[plot_df[f'Club_{reg}_proximity']==reg,'regions_to_plot'] = f'proximal {reg}'\n",
    "\n",
    "# Drop the Club epithelium spots that are not proximal to the interacting region\n",
    "plot_df = plot_df[~(plot_df['regions_to_plot'] == 'Club epithelium')]\n",
    "\n",
    "plot_df['regions_to_plot'] = pd.Categorical(plot_df['regions_to_plot'],categories=['Club',f'proximal {reg}',f'distant {reg}'])\n",
    "plot_df = plot_df[[score,'regions_to_plot','sample_id']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_pal = [region_colors_dict['Club epithelium'],'#fcbc62',region_colors_dict['Tumor']]\n",
    "sns.set_palette(sns.color_palette(color_pal))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(3, 3), dpi=120)\n",
    "\n",
    "# Plot y-axis lines between known interwals\n",
    "ax.grid(True, which='both', linestyle='--', axis='y', linewidth=1)\n",
    "plt.yticks(np.arange(-1,2,0.2).astype(float))\n",
    "\n",
    "sns.violinplot(data=plot_df, x='regions_to_plot', y=score,ax=ax,legend=False,inner=None)\n",
    "\n",
    "ymin = plot_df[score].min()-0.1\n",
    "ymax = plot_df[score].max()+0.1\n",
    "ax.set(ylim=(ymin, ymax))\n",
    "\n",
    "plt.savefig(save_path+'/club_proximity_score_enrichments/untreated_'+reg+'_'+score.replace(' ','_') + 'violins.pdf')\n",
    "plt.show()\n",
    "\n",
    "# Save the plot data\n",
    "plot_df.reset_index(drop=True).to_excel('./source_data/figure_4c.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scores in treatment-naïve vs. ADT samples (Figure 4d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 240x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 240x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CD300LD downstream = PMN-MDSC activity score\n",
    "scores =  ['CD300LD downstream','AR signaling']\n",
    "\n",
    "color_pal = ['#ff7f0e','#2ca02c']\n",
    "sns.set_palette(sns.color_palette(color_pal))\n",
    "\n",
    "for col in scores:\n",
    "    df_to_plot = obs_data[obs_data['sample_class'].isin(['TRNA','NEADT'])].copy()\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(2, 3), dpi=120)\n",
    "\n",
    "    ax.grid(True, which='both', linestyle='--', axis='y', linewidth=1)\n",
    "    plt.yticks(np.arange(-1,2,0.2).astype(float))\n",
    "\n",
    "    df_to_plot['group'] = col\n",
    "\n",
    "    sns.violinplot(df_to_plot,x='group',hue='sample_class',y=col,ax=ax, inner=None,split=True)\n",
    "\n",
    "    ymin = df_to_plot[col].min()-0.1\n",
    "    ymax = df_to_plot[col].max()+0.1\n",
    "    ax.set(ylim=(ymin, ymax))\n",
    "    plt.legend().remove()\n",
    "\n",
    "    # Do the t-tests\n",
    "    sample = df_to_plot[df_to_plot['sample_class']=='NEADT'][col]\n",
    "    control = df_to_plot[(df_to_plot['sample_class']=='TRNA')][col]\n",
    "\n",
    "    stat,p_val = ttest_ind(sample,control)\n",
    "\n",
    "    ## Make p-value and magnitude requirements\n",
    "    if p_val<0.05 and ((control.mean() < sample.quantile(0.1)) or (control.mean() > sample.quantile(0.9))):\n",
    "        asterisks = '***'\n",
    "    elif p_val<0.05 and ((control.mean() < sample.quantile(0.2)) or (control.mean() > sample.quantile(0.8))):\n",
    "        asterisks = '**'\n",
    "    elif p_val<0.05 and ((control.mean() < sample.quantile(0.3)) or (control.mean() > sample.quantile(0.7))):\n",
    "        asterisks = '*'\n",
    "    else:\n",
    "        asterisks = ''\n",
    "        \n",
    "    ax.text(0, ymax+0.05, asterisks, fontsize=20,ha='center', va='center')\n",
    "\n",
    "    plt.savefig(save_path+'/club_proximity_score_enrichments/bulk_'+col.replace(' ','_') + 'violins.pdf')\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "plot_df = obs_data[obs_data['sample_class'].isin(['TRNA','NEADT'])][['sample_class','sample_id'] + scores]\n",
    "plot_df['sample_id'] = plot_df['sample_id'].map(sample_id_masks)\n",
    "\n",
    "plot_df.reset_index(drop=True).to_excel('./source_data/figure_4d.xlsx')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gene set enrichment analysis of gene sets on region-specific gene markers (Supp Table S8, Supp Figure S5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def check_top_markers(r,p_thresh=0.05):\n",
    "    # These results rank the deg significance and specificity (low p-value = good marker)\n",
    "    deg_fishers_res_dict = load_from_pickle('./data/region_gene_markers_fishers_exact_test_240229.pkl')\n",
    "\n",
    "    fishers_test_df = deg_fishers_res_dict[r].rename(columns={'interaction':'gene','active_in':'deg in'})\n",
    "    fishers_test_df = fishers_test_df.sort_values('adj_pval').reset_index(drop=True)\n",
    "    fishers_test_df = fishers_test_df[fishers_test_df['adj_pval'] < p_thresh]\n",
    "\n",
    "    return fishers_test_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Regions: 100%|██████████| 8/8 [01:32<00:00, 11.56s/it]\n"
     ]
    }
   ],
   "source": [
    "region_gene_set_enrichment_df =  pd.DataFrame(index=gene_set_df.columns,columns=regions)\n",
    "\n",
    "for reg in tqdm(regions,desc='Regions'):\n",
    "    for set_name in gene_set_df.columns:\n",
    "        region_markers = check_top_markers(reg)['gene'].tolist()\n",
    "        cluster_markers = gene_set_df[set_name].dropna().tolist() \n",
    "\n",
    "        all_genes_marker_check = check_top_markers(reg,p_thresh=1.1)['gene'].tolist()\n",
    "        n_universe = len(all_genes_marker_check)\n",
    "\n",
    "\n",
    "        n_region_markers = len(region_markers)\n",
    "        n_cluster_markers = len([g for g in  cluster_markers if g in all_genes_marker_check])\n",
    "\n",
    "\n",
    "        cluster_region_marker_overlap = list(np.intersect1d(region_markers,cluster_markers))\n",
    "\n",
    "        a = len(cluster_region_marker_overlap)# Overlapping genes\n",
    "        b = len([g for g in cluster_markers if g not in region_markers]) # YES cluster markers NO region markers\n",
    "        c = len([g for g in region_markers if g not in cluster_markers]) # NO cluster markers YES region markers\n",
    "        d = n_universe - a -b -c # NO either (rest of the genes)\n",
    "        arr = np.array([a,b,c,d]).reshape(2,2)\n",
    "        stat, pval = fisher_exact(arr,alternative='greater')\n",
    "\n",
    "        region_gene_set_enrichment_df.loc[set_name,reg] = pval\n",
    "        \n",
    "# Extract all p-values from the dataframe\n",
    "p_values = region_gene_set_enrichment_df.values.flatten()\n",
    "\n",
    "# Adjust p-values using Benjamini-Hochberg method\n",
    "reject, adj_p_values, _, _ = multipletests(p_values, method='fdr_bh')\n",
    "\n",
    "# Replace the p-values in the dataframe with the adjusted p-values\n",
    "region_gene_set_enrichment_df.iloc[:,:] = adj_p_values.reshape(region_gene_set_enrichment_df.shape)\n",
    "\n",
    "# Now all p-values in the 'region_gene_set_enrichment_df' dataframe have been adjusted using the BH method\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a dictionary with gene markers-gene set overlaps\n",
    "region_overlaps_dict = {'Adjusted p-values':region_gene_set_enrichment_df}\n",
    "\n",
    "for reg in regions:\n",
    "#reg = 'Club epithelium'\n",
    "    region_markers = check_top_markers(reg)['gene'].tolist()\n",
    "\n",
    "    gene_overlaps_dictionary = {}\n",
    "\n",
    "    for gset in region_gene_set_enrichment_df.index:\n",
    "        if region_gene_set_enrichment_df.loc[gset,reg] < 0.05:\n",
    "            gene_overlaps_dictionary[gset] = sorted(list(set(region_markers).intersection(set(gene_set_df[gset].tolist()))))\n",
    "            \n",
    "        else:\n",
    "            gene_overlaps_dictionary[gset] = np.nan\n",
    "\n",
    "    region_overlaps_dict[reg] = pd.DataFrame(dict([ (k,pd.Series(v)) for k,v in gene_overlaps_dictionary.items() ])).T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Write the enrichment padj-values and overlaps into an excel file (Supp Table S8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a Pandas Excel writer using xlsxwriter as the engine\n",
    "writer = pd.ExcelWriter('supplementary_tables/gene_set_enrichment_on_region_marker_genes_BH_adjusted_pvals.xlsx', engine='xlsxwriter')\n",
    "\n",
    "# Iterate through the dictionary and write each sheet to the Excel file\n",
    "for sheet_name, data in region_overlaps_dict.items():\n",
    "    data.to_excel(writer, sheet_name=sheet_name, index=True)\n",
    "\n",
    "# Save the Excel file\n",
    "writer.save()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot top enrichments into a dotplot (Supp Figure S5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "dat = pd.read_excel('supplementary_tables/gene_set_enrichment_on_region_marker_genes_BH_adjusted_pvals.xlsx',index_col=0)\n",
    "\n",
    "overlaps = {}\n",
    "for reg in regions:\n",
    "    overlaps[reg] = pd.read_excel('supplementary_tables/gene_set_enrichment_on_region_marker_genes_BH_adjusted_pvals.xlsx',index_col=0,sheet_name=reg).T\n",
    "\n",
    "n_top = 5\n",
    "filter_kw = '^MP' #HALLMARK\n",
    "\n",
    "term_list = []\n",
    "for reg in regions:\n",
    "    term_list += dat[reg].loc[dat.index.str.contains(filter_kw)].sort_values()[:n_top].index.tolist()\n",
    "\n",
    "overlap_len_df = pd.DataFrame(index = term_list, columns=regions)\n",
    "for reg in regions:\n",
    "    for term in term_list:\n",
    "        overlap_len_df.loc[term,reg] = len(overlaps[reg][term].dropna())\n",
    "overlap_len_df_plot_format = overlap_len_df.reset_index(names='term').melt('term').rename(columns={'value':'overlap'})\n",
    "\n",
    "term_list = dat.index[dat.index.str.contains(filter_kw)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_df = dat.copy()\n",
    "\n",
    "if filter_kw == 'HALLMARK':\n",
    "    plot_df.index = [s.replace('HALLMARK_','') for s in plot_df.index.tolist()]\n",
    "    term_list = [s.replace('HALLMARK_','') for s in term_list]\n",
    "\n",
    "plot_df = plot_df.loc[term_list].reset_index(names='term').melt('term')\n",
    "\n",
    "\n",
    "plot_df.loc[plot_df['value'] >= 0.05,'value'] = np.nan\n",
    "plot_df['value'] = -np.log10(plot_df['value'])\n",
    "plot_df['value'] = plot_df['value'].clip(upper=30) # Cap at a value for contrast\n",
    "plot_df['overlap'] = overlap_len_df_plot_format['overlap'].copy()\n",
    "\n",
    "# Define the category labels\n",
    "labels = ['Very Low', 'Low', 'Medium', 'High', 'Very High']\n",
    "# Cut the data into 5 custom-named categories\n",
    "plot_df['value_cat'] = pd.cut(plot_df['value'], bins=5, labels=labels)\n",
    "\n",
    "# Map regions onto a numberical scale so that the x-axis can be adjusted\n",
    "plot_df['region'] = plot_df['variable'].map(dict(zip(regions,np.arange(len(regions))+1)))\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6,12))\n",
    "sns.scatterplot(data=plot_df,\n",
    "                x = 'region',\n",
    "                y = 'term',\n",
    "                size='value',\n",
    "                hue='variable',\n",
    "                #hue='value_cat',\n",
    "                #palette='magma',\n",
    "                palette=sns.color_palette(region_colors),\n",
    "                sizes=(50,500),\n",
    "                ax=ax,\n",
    "                #dropna=False\n",
    "                )\n",
    "\n",
    "ax.set_xlim(0,9)\n",
    "ax.set_yticks(term_list)\n",
    "ax.set_xticks(np.arange(len(regions))+1)\n",
    "ax.set_xticklabels(regions,rotation=90)\n",
    "\n",
    "plt.legend().remove()\n",
    "plt.tight_layout()\n",
    "plt.savefig('plots/'+filter_kw+'_gene_set_enrichments_on_regions_dotplot.pdf')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "squidpy",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.15"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
